{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3dc0b1bfd0>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import kornia\n",
    "import torch\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "img = Image.open('img/prague.png')\n",
    "timg = kornia.utils.image_to_tensor(np.array(img), keepdim=False).float() / 255.\n",
    "plt.imshow(kornia.utils.tensor_to_image(timg[0]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2000, 5])\n",
      "tensor([ 4.4487e+02,  3.2709e+02,  7.1538e-04, -6.9498e-05,  1.0999e-03])\n"
     ]
    }
   ],
   "source": [
    "#Lets read pre-detected features in Oxford affine ellipse [x y a b c] format\n",
    "ells = torch.from_numpy(np.loadtxt('img/prague.hesaffnet', skiprows=2)).float()\n",
    "print (ells.shape)\n",
    "print(ells[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now, lets convert ellipses into kornia LAF format:\n",
    "laf = kornia.feature.ellipse_to_laf(ells.unsqueeze(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def visualize_LAF(img, LAF, img_idx = 0):\n",
    "    x, y = kornia.feature.laf.get_laf_pts_to_draw(LAF, img_idx)\n",
    "    plt.figure()\n",
    "    plt.imshow(kornia.utils.tensor_to_image(img[img_idx]))\n",
    "    plt.plot(x, y, 'r')\n",
    "    plt.show()\n",
    "    return\n",
    "visualize_LAF(timg,laf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 2000, 3, 32, 32])\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#Now, lets extract some patches\n",
    "patches_aliased = kornia.feature.extract_patches_simple(timg,\n",
    "                                                        kornia.feature.normalize_laf(laf,timg))\n",
    "patches_nice =  kornia.feature.extract_patches_from_pyramid(timg, \n",
    "                                                            kornia.feature.normalize_laf(laf,timg))\n",
    "print (patches_nice.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3db309da90>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 102\n",
    "pim = kornia.utils.tensor_to_image(patches_aliased[0,idx:idx+1])\n",
    "plt.imshow(pim)\n",
    "pimp = kornia.utils.tensor_to_image(patches_nice[0,idx:idx+1])\n",
    "plt.figure()\n",
    "plt.imshow(pimp)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2000, 128])\n",
      "tensor([0.0259, 0.0937, 0.0711, 0.0760, 0.0541, 0.0933, 0.0920, 0.0923, 0.0532,\n",
      "        0.0998, 0.0765, 0.0861, 0.0138, 0.0767, 0.0763, 0.0361, 0.0362, 0.0761,\n",
      "        0.0609, 0.0360, 0.0687, 0.1401, 0.0891, 0.0789, 0.1057, 0.1161, 0.0797,\n",
      "        0.0981, 0.0452, 0.1023, 0.1132, 0.0401, 0.1203, 0.0622, 0.0648, 0.0495,\n",
      "        0.0720, 0.1553, 0.0989, 0.0774, 0.1441, 0.0856, 0.0725, 0.0851, 0.0792,\n",
      "        0.1107, 0.1529, 0.0408, 0.0508, 0.0437, 0.0525, 0.0406, 0.0354, 0.0691,\n",
      "        0.1553, 0.0688, 0.0901, 0.0929, 0.1040, 0.0720, 0.0589, 0.1485, 0.0977,\n",
      "        0.0646, 0.0559, 0.0594, 0.0703, 0.0607, 0.0336, 0.0190, 0.1071, 0.1018,\n",
      "        0.0327, 0.0767, 0.1362, 0.0830, 0.0534, 0.0972, 0.0783, 0.0951, 0.0646,\n",
      "        0.0775, 0.0975, 0.0566, 0.0629, 0.0690, 0.0983, 0.0526, 0.0328, 0.1032,\n",
      "        0.1318, 0.1473, 0.0996, 0.0936, 0.0882, 0.1427, 0.0555, 0.0712, 0.0933,\n",
      "        0.0651, 0.1370, 0.1381, 0.0860, 0.0705, 0.0289, 0.1553, 0.1553, 0.0894,\n",
      "        0.1423, 0.1200, 0.0969, 0.1087, 0.0460, 0.0743, 0.0707, 0.1124, 0.0928,\n",
      "        0.0863, 0.0878, 0.0874, 0.0342, 0.1384, 0.1050, 0.0583, 0.0526, 0.0234,\n",
      "        0.0545, 0.0402], grad_fn=<SelectBackward>)\n"
     ]
    }
   ],
   "source": [
    "#Now descriptor\n",
    "descriptor = kornia.SIFTDescriptor(32)\n",
    "descs = descriptor(kornia.rgb_to_grayscale(patches_nice[0]))\n",
    "print (descs.shape)\n",
    "print (descs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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